Dataset statistics
| Number of variables | 12 |
|---|---|
| Number of observations | 100 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 8.8 KiB |
| Average record size in memory | 90.3 B |
Variable types
| NUM | 11 |
|---|---|
| BOOL | 1 |
account has unique values | Unique |
Reproduction
| Analysis started | 2021-05-17 07:07:53.367661 |
|---|---|
| Analysis finished | 2021-05-17 07:08:13.029736 |
| Duration | 19.66 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 100 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2068103284 |
|---|---|
| Minimum | 37709441 |
| Maximum | 4281711154 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 37709441 |
|---|---|
| 5-th percentile | 151250444.9 |
| Q1 | 1212680590 |
| median | 1994605610 |
| Q3 | 2974652188 |
| 95-th percentile | 4059914832 |
| Maximum | 4281711154 |
| Range | 4244001713 |
| Interquartile range (IQR) | 1761971598 |
Descriptive statistics
| Standard deviation | 1209468316 |
|---|---|
| Coefficient of variation (CV) | 0.5848200742 |
| Kurtosis | -0.987534946 |
| Mean | 2068103284 |
| Median Absolute Deviation (MAD) | 931986363 |
| Skewness | 0.1087223221 |
| Sum | 2.068103284e+11 |
| Variance | 1.462813608e+18 |
| Monotocity | Strictly increasing |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 2673069055 | 1 | 1.0% | |
| 211792489 | 1 | 1.0% | |
| 1349834573 | 1 | 1.0% | |
| 3741880913 | 1 | 1.0% | |
| 4258502723 | 1 | 1.0% | |
| 3879258709 | 1 | 1.0% | |
| 4274272854 | 1 | 1.0% | |
| 2901672282 | 1 | 1.0% | |
| 4065652575 | 1 | 1.0% | |
| 38923874 | 1 | 1.0% | |
| Other values (90) | 90 | 90.0% |
| Value | Count | Frequency (%) | |
| 37709441 | 1 | 1.0% | |
| 38923874 | 1 | 1.0% | |
| 53508546 | 1 | 1.0% | |
| 80388494 | 1 | 1.0% | |
| 90814749 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 4281711154 | 1 | 1.0% | |
| 4274272854 | 1 | 1.0% | |
| 4258502723 | 1 | 1.0% | |
| 4163822186 | 1 | 1.0% | |
| 4065652575 | 1 | 1.0% |
age
Real number (ℝ≥0)
| Distinct | 33 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 31.77 |
|---|---|
| Minimum | 18 |
| Maximum | 78 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 18 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 22 |
| median | 29.5 |
| Q3 | 39.25 |
| 95-th percentile | 50.1 |
| Maximum | 78 |
| Range | 60 |
| Interquartile range (IQR) | 17.25 |
Descriptive statistics
| Standard deviation | 11.54425389 |
|---|---|
| Coefficient of variation (CV) | 0.3633696536 |
| Kurtosis | 2.331432564 |
| Mean | 31.77 |
| Median Absolute Deviation (MAD) | 8.5 |
| Skewness | 1.242431212 |
| Sum | 3177 |
| Variance | 133.269798 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=33)
| Value | Count | Frequency (%) | |
| 19 | 6 | 6.0% | |
| 20 | 6 | 6.0% | |
| 21 | 6 | 6.0% | |
| 38 | 6 | 6.0% | |
| 35 | 5 | 5.0% | |
| 40 | 5 | 5.0% | |
| 22 | 5 | 5.0% | |
| 26 | 5 | 5.0% | |
| 24 | 4 | 4.0% | |
| 25 | 4 | 4.0% | |
| Other values (23) | 48 | 48.0% |
| Value | Count | Frequency (%) | |
| 18 | 4 | 4.0% | |
| 19 | 6 | 6.0% | |
| 20 | 6 | 6.0% | |
| 21 | 6 | 6.0% | |
| 22 | 5 | 5.0% |
| Value | Count | Frequency (%) | |
| 78 | 1 | 1.0% | |
| 69 | 1 | 1.0% | |
| 64 | 1 | 1.0% | |
| 53 | 1 | 1.0% | |
| 52 | 1 | 1.0% |
X
Real number (ℝ)
| Distinct | 85 |
|---|---|
| Distinct (%) | 85.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -38.6475 |
|---|---|
| Minimum | -573 |
| Maximum | -12.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | -573 |
|---|---|
| 5-th percentile | -37.931 |
| Q1 | -37.76 |
| median | -33.975 |
| Q3 | -31.895 |
| 95-th percentile | -22.7555 |
| Maximum | -12.37 |
| Range | 560.63 |
| Interquartile range (IQR) | 5.865 |
Descriptive statistics
| Standard deviation | 54.27292856 |
|---|---|
| Coefficient of variation (CV) | -1.404306321 |
| Kurtosis | 97.75734874 |
| Mean | -38.6475 |
| Median Absolute Deviation (MAD) | 3.7 |
| Skewness | -9.830716027 |
| Sum | -3864.75 |
| Variance | 2945.550774 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| -37.84 | 4 | 4.0% | |
| -37.76 | 3 | 3.0% | |
| -37.66 | 2 | 2.0% | |
| -37.69 | 2 | 2.0% | |
| -33.76 | 2 | 2.0% | |
| -37.91 | 2 | 2.0% | |
| -37.82 | 2 | 2.0% | |
| -33.8 | 2 | 2.0% | |
| -31.9 | 2 | 2.0% | |
| -33.77 | 2 | 2.0% | |
| Other values (75) | 77 | 77.0% |
| Value | Count | Frequency (%) | |
| -573 | 1 | 1.0% | |
| -42.88 | 1 | 1.0% | |
| -38.03 | 1 | 1.0% | |
| -37.97 | 1 | 1.0% | |
| -37.95 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| -12.37 | 1 | 1.0% | |
| -12.45 | 1 | 1.0% | |
| -12.49 | 1 | 1.0% | |
| -17.03 | 1 | 1.0% | |
| -21.15 | 1 | 1.0% |
Y
Real number (ℝ≥0)
| Distinct | 87 |
|---|---|
| Distinct (%) | 87.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 143.5658 |
|---|---|
| Minimum | 114.62 |
| Maximum | 255 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 114.62 |
|---|---|
| 5-th percentile | 115.79 |
| Q1 | 143.565 |
| median | 145.155 |
| Q3 | 150.905 |
| 95-th percentile | 153.0905 |
| Maximum | 255 |
| Range | 140.38 |
| Interquartile range (IQR) | 7.34 |
Descriptive statistics
| Standard deviation | 16.19440982 |
|---|---|
| Coefficient of variation (CV) | 0.1128013066 |
| Kurtosis | 22.25234251 |
| Mean | 143.5658 |
| Median Absolute Deviation (MAD) | 5.745 |
| Skewness | 2.682219338 |
| Sum | 14356.58 |
| Variance | 262.2589095 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 144.96 | 3 | 3.0% | |
| 151.27 | 3 | 3.0% | |
| 150.9 | 2 | 2.0% | |
| 149.03 | 2 | 2.0% | |
| 145.03 | 2 | 2.0% | |
| 151.04 | 2 | 2.0% | |
| 145.04 | 2 | 2.0% | |
| 115.79 | 2 | 2.0% | |
| 144.89 | 2 | 2.0% | |
| 151.23 | 2 | 2.0% | |
| Other values (77) | 78 | 78.0% |
| Value | Count | Frequency (%) | |
| 114.62 | 1 | 1.0% | |
| 115.72 | 1 | 1.0% | |
| 115.74 | 1 | 1.0% | |
| 115.78 | 1 | 1.0% | |
| 115.79 | 2 | 2.0% |
| Value | Count | Frequency (%) | |
| 255 | 1 | 1.0% | |
| 153.41 | 2 | 2.0% | |
| 153.32 | 1 | 1.0% | |
| 153.1 | 1 | 1.0% | |
| 153.09 | 1 | 1.0% |
gender_M
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 100.0 B |
| 1 | |
|---|---|
| 0 |
| Value | Count | Frequency (%) | |
| 1 | 56 | 56.0% | |
| 0 | 44 | 44.0% |
balance
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 137569.9247 |
|---|---|
| Minimum | 13769.63 |
| Maximum | 1584768.28 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 13769.63 |
|---|---|
| 5-th percentile | 22724.108 |
| Q1 | 49657.2425 |
| median | 72025.43 |
| Q3 | 114188.5225 |
| 95-th percentile | 412686.295 |
| Maximum | 1584768.28 |
| Range | 1570998.65 |
| Interquartile range (IQR) | 64531.28 |
Descriptive statistics
| Standard deviation | 229368.2239 |
|---|---|
| Coefficient of variation (CV) | 1.667284651 |
| Kurtosis | 24.64846783 |
| Mean | 137569.9247 |
| Median Absolute Deviation (MAD) | 31707.625 |
| Skewness | 4.64055257 |
| Sum | 13756992.47 |
| Variance | 5.260978212e+10 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 72025.43 | 2 | 2.0% | |
| 83700.42 | 1 | 1.0% | |
| 72949.87 | 1 | 1.0% | |
| 65301.33 | 1 | 1.0% | |
| 95447.77 | 1 | 1.0% | |
| 51624.95 | 1 | 1.0% | |
| 399484.97 | 1 | 1.0% | |
| 76688.05 | 1 | 1.0% | |
| 114575.08 | 1 | 1.0% | |
| 36491.38 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 13769.63 | 1 | 1.0% | |
| 14129.58 | 1 | 1.0% | |
| 16864.59 | 1 | 1.0% | |
| 17476.44 | 1 | 1.0% | |
| 20776.76 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1584768.28 | 1 | 1.0% | |
| 1398902.55 | 1 | 1.0% | |
| 792776.29 | 1 | 1.0% | |
| 506145.72 | 1 | 1.0% | |
| 467645.22 | 1 | 1.0% |
annualized_sal
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 60233.73235 |
|---|---|
| Minimum | 25625.89097 |
| Maximum | 126568.5443 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 25625.89097 |
|---|---|
| 5-th percentile | 32945.59736 |
| Q1 | 41843.19386 |
| median | 53080.91354 |
| Q3 | 76392.92331 |
| 95-th percentile | 106372.7548 |
| Maximum | 126568.5443 |
| Range | 100942.6533 |
| Interquartile range (IQR) | 34549.72945 |
Descriptive statistics
| Standard deviation | 24004.8041 |
|---|---|
| Coefficient of variation (CV) | 0.3985275884 |
| Kurtosis | 0.00647635806 |
| Mean | 60233.73235 |
| Median Absolute Deviation (MAD) | 13380.29213 |
| Skewness | 0.905904426 |
| Sum | 6023373.235 |
| Variance | 576230619.7 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 53080.91354 | 2 | 2.0% | |
| 126568.5443 | 1 | 1.0% | |
| 39884.65186 | 1 | 1.0% | |
| 79003.96051 | 1 | 1.0% | |
| 88177.30008 | 1 | 1.0% | |
| 99704.53916 | 1 | 1.0% | |
| 58410.81352 | 1 | 1.0% | |
| 50728.37484 | 1 | 1.0% | |
| 57752.04253 | 1 | 1.0% | |
| 63638.08045 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 25625.89097 | 1 | 1.0% | |
| 26814.94469 | 1 | 1.0% | |
| 30810.97306 | 1 | 1.0% | |
| 30931.69045 | 1 | 1.0% | |
| 31168.93538 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 126568.5443 | 1 | 1.0% | |
| 120481.5017 | 1 | 1.0% | |
| 118468.0532 | 1 | 1.0% | |
| 113741.9192 | 1 | 1.0% | |
| 110429.3711 | 1 | 1.0% |
sales_pos
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1583.7283 |
|---|---|
| Minimum | 19.24 |
| Maximum | 5768.52 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 19.24 |
|---|---|
| 5-th percentile | 217.3015 |
| Q1 | 781.7575 |
| median | 1367.72 |
| Q3 | 2069.325 |
| 95-th percentile | 3519.651 |
| Maximum | 5768.52 |
| Range | 5749.28 |
| Interquartile range (IQR) | 1287.5675 |
Descriptive statistics
| Standard deviation | 1159.669817 |
|---|---|
| Coefficient of variation (CV) | 0.7322403828 |
| Kurtosis | 1.776722889 |
| Mean | 1583.7283 |
| Median Absolute Deviation (MAD) | 655.44 |
| Skewness | 1.23092758 |
| Sum | 158372.83 |
| Variance | 1344834.084 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1367.72 | 2 | 2.0% | |
| 1876.13 | 1 | 1.0% | |
| 1229.86 | 1 | 1.0% | |
| 1534.67 | 1 | 1.0% | |
| 410.04 | 1 | 1.0% | |
| 1296.66 | 1 | 1.0% | |
| 2835.82 | 1 | 1.0% | |
| 1940.88 | 1 | 1.0% | |
| 546.9 | 1 | 1.0% | |
| 2114.1 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 19.24 | 1 | 1.0% | |
| 91.85 | 1 | 1.0% | |
| 104.55 | 1 | 1.0% | |
| 170.72 | 1 | 1.0% | |
| 192.63 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 5768.52 | 1 | 1.0% | |
| 5020.71 | 1 | 1.0% | |
| 4988.24 | 1 | 1.0% | |
| 4556.75 | 1 | 1.0% | |
| 3622.27 | 1 | 1.0% |
pos
Real number (ℝ≥0)
| Distinct | 99 |
|---|---|
| Distinct (%) | 99.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1540.1578 |
|---|---|
| Minimum | 19.76 |
| Maximum | 8244.07 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 19.76 |
|---|---|
| 5-th percentile | 220.0785 |
| Q1 | 672.4175 |
| median | 1225.75 |
| Q3 | 1808.9425 |
| 95-th percentile | 3671.602 |
| Maximum | 8244.07 |
| Range | 8224.31 |
| Interquartile range (IQR) | 1136.525 |
Descriptive statistics
| Standard deviation | 1318.968739 |
|---|---|
| Coefficient of variation (CV) | 0.8563854558 |
| Kurtosis | 8.374279997 |
| Mean | 1540.1578 |
| Median Absolute Deviation (MAD) | 566.91 |
| Skewness | 2.445237173 |
| Sum | 154015.78 |
| Variance | 1739678.536 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1225.75 | 2 | 2.0% | |
| 675.54 | 1 | 1.0% | |
| 574.42 | 1 | 1.0% | |
| 969.83 | 1 | 1.0% | |
| 786.91 | 1 | 1.0% | |
| 1369.5 | 1 | 1.0% | |
| 1700.88 | 1 | 1.0% | |
| 343.84 | 1 | 1.0% | |
| 1306.72 | 1 | 1.0% | |
| 2499.76 | 1 | 1.0% | |
| Other values (89) | 89 | 89.0% |
| Value | Count | Frequency (%) | |
| 19.76 | 1 | 1.0% | |
| 31.26 | 1 | 1.0% | |
| 122.86 | 1 | 1.0% | |
| 160.68 | 1 | 1.0% | |
| 209.6 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 8244.07 | 1 | 1.0% | |
| 6636.13 | 1 | 1.0% | |
| 5615.79 | 1 | 1.0% | |
| 4830.97 | 1 | 1.0% | |
| 3743.46 | 1 | 1.0% |
payment
Real number (ℝ≥0)
| Distinct | 96 |
|---|---|
| Distinct (%) | 96.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2026.74 |
|---|---|
| Minimum | 338 |
| Maximum | 5332 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 338 |
|---|---|
| 5-th percentile | 575.25 |
| Q1 | 1234.5 |
| median | 1815 |
| Q3 | 2611 |
| 95-th percentile | 4138.4 |
| Maximum | 5332 |
| Range | 4994 |
| Interquartile range (IQR) | 1376.5 |
Descriptive statistics
| Standard deviation | 1080.672449 |
|---|---|
| Coefficient of variation (CV) | 0.5332072436 |
| Kurtosis | 0.3821120729 |
| Mean | 2026.74 |
| Median Absolute Deviation (MAD) | 633.5 |
| Skewness | 0.8484299859 |
| Sum | 202674 |
| Variance | 1167852.942 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 486 | 2 | 2.0% | |
| 1734 | 2 | 2.0% | |
| 1815 | 2 | 2.0% | |
| 1660 | 2 | 2.0% | |
| 2442 | 1 | 1.0% | |
| 3267 | 1 | 1.0% | |
| 1846 | 1 | 1.0% | |
| 995 | 1 | 1.0% | |
| 884 | 1 | 1.0% | |
| 1878 | 1 | 1.0% | |
| Other values (86) | 86 | 86.0% |
| Value | Count | Frequency (%) | |
| 338 | 1 | 1.0% | |
| 390 | 1 | 1.0% | |
| 486 | 2 | 2.0% | |
| 504 | 1 | 1.0% | |
| 579 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 5332 | 1 | 1.0% | |
| 4671 | 1 | 1.0% | |
| 4581 | 1 | 1.0% | |
| 4472 | 1 | 1.0% | |
| 4298 | 1 | 1.0% |
inter_bank
Real number (ℝ≥0)
| Distinct | 67 |
|---|---|
| Distinct (%) | 67.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 878.35 |
|---|---|
| Minimum | 213 |
| Maximum | 3794 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 213 |
|---|---|
| 5-th percentile | 263.8 |
| Q1 | 570.75 |
| median | 734.5 |
| Q3 | 903.75 |
| 95-th percentile | 1965.6 |
| Maximum | 3794 |
| Range | 3581 |
| Interquartile range (IQR) | 333 |
Descriptive statistics
| Standard deviation | 611.1185204 |
|---|---|
| Coefficient of variation (CV) | 0.6957574092 |
| Kurtosis | 9.1552835 |
| Mean | 878.35 |
| Median Absolute Deviation (MAD) | 171 |
| Skewness | 2.686408866 |
| Sum | 87835 |
| Variance | 373465.846 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 734.5 | 32 | 32.0% | |
| 702 | 2 | 2.0% | |
| 771 | 2 | 2.0% | |
| 1164 | 1 | 1.0% | |
| 546 | 1 | 1.0% | |
| 429 | 1 | 1.0% | |
| 536 | 1 | 1.0% | |
| 837 | 1 | 1.0% | |
| 213 | 1 | 1.0% | |
| 234 | 1 | 1.0% | |
| Other values (57) | 57 | 57.0% |
| Value | Count | Frequency (%) | |
| 213 | 1 | 1.0% | |
| 228 | 1 | 1.0% | |
| 234 | 1 | 1.0% | |
| 250 | 1 | 1.0% | |
| 260 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 3794 | 1 | 1.0% | |
| 3673 | 1 | 1.0% | |
| 2833 | 1 | 1.0% | |
| 2160 | 1 | 1.0% | |
| 2148 | 1 | 1.0% |
phone_bank
Real number (ℝ≥0)
| Distinct | 17 |
|---|---|
| Distinct (%) | 17.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 541.86 |
|---|---|
| Minimum | 246 |
| Maximum | 1916 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 800.0 B |
Quantile statistics
| Minimum | 246 |
|---|---|
| 5-th percentile | 472.8 |
| Q1 | 517.5 |
| median | 517.5 |
| Q3 | 517.5 |
| 95-th percentile | 565.85 |
| Maximum | 1916 |
| Range | 1670 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 189.5919339 |
|---|---|
| Coefficient of variation (CV) | 0.3498909939 |
| Kurtosis | 38.39770416 |
| Mean | 541.86 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 5.857341774 |
| Sum | 54186 |
| Variance | 35945.10141 |
| Monotocity | Not monotonic |
Histogram with fixed size bins (bins=17)
| Value | Count | Frequency (%) | |
| 517.5 | 84 | 84.0% | |
| 1629 | 1 | 1.0% | |
| 793 | 1 | 1.0% | |
| 1916 | 1 | 1.0% | |
| 559 | 1 | 1.0% | |
| 531 | 1 | 1.0% | |
| 450 | 1 | 1.0% | |
| 696 | 1 | 1.0% | |
| 355 | 1 | 1.0% | |
| 402 | 1 | 1.0% | |
| Other values (7) | 7 | 7.0% |
| Value | Count | Frequency (%) | |
| 246 | 1 | 1.0% | |
| 252 | 1 | 1.0% | |
| 355 | 1 | 1.0% | |
| 402 | 1 | 1.0% | |
| 450 | 1 | 1.0% |
| Value | Count | Frequency (%) | |
| 1916 | 1 | 1.0% | |
| 1629 | 1 | 1.0% | |
| 871 | 1 | 1.0% | |
| 793 | 1 | 1.0% | |
| 696 | 1 | 1.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| account | age | X | Y | gender_M | balance | annualized_sal | sales_pos | pos | payment | inter_bank | phone_bank | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 37709441 | 18 | -28.01 | 153.41 | 1 | 98107.03 | 103584.219036 | 399.84 | 663.05 | 2088.0 | 1692.0 | 252.0 |
| 1 | 38923874 | 38 | -33.90 | 151.27 | 1 | 506145.72 | 87565.226052 | 734.41 | 1716.74 | 4671.0 | 827.0 | 517.5 |
| 2 | 53508546 | 35 | -33.76 | 150.62 | 0 | 54704.11 | 31168.935383 | 1204.22 | 350.31 | 1180.0 | 734.5 | 517.5 |
| 3 | 80388494 | 28 | -37.42 | 144.97 | 1 | 35050.32 | 41178.773749 | 3033.07 | 1356.47 | 852.0 | 270.0 | 517.5 |
| 4 | 90814749 | 35 | -32.98 | 151.68 | 1 | 65301.33 | 49604.854445 | 1472.62 | 1845.16 | 831.0 | 902.0 | 1916.0 |
| 5 | 154431271 | 18 | -27.48 | 153.09 | 0 | 17476.44 | 33039.105885 | 1229.86 | 2390.65 | 1734.0 | 883.0 | 517.5 |
| 6 | 182446574 | 27 | -32.00 | 116.06 | 0 | 50023.10 | 71195.146373 | 3048.65 | 3483.64 | 945.0 | 1716.0 | 517.5 |
| 7 | 211792489 | 30 | -34.93 | 138.63 | 0 | 14129.58 | 35172.412355 | 1763.54 | 2014.29 | 1801.0 | 734.5 | 517.5 |
| 8 | 240804743 | 29 | -30.75 | 121.48 | 1 | 106299.10 | 110429.371095 | 1876.13 | 766.90 | 2747.0 | 734.5 | 559.0 |
| 9 | 354106658 | 39 | -33.80 | 151.04 | 0 | 78807.94 | 91379.766528 | 2567.76 | 1597.61 | 1635.0 | 350.0 | 531.0 |
Last rows
| account | age | X | Y | gender_M | balance | annualized_sal | sales_pos | pos | payment | inter_bank | phone_bank | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 90 | 3879258709 | 40 | -37.66 | 143.83 | 0 | 1398902.55 | 105685.116953 | 1527.51 | 1422.82 | 2672.0 | 917.0 | 492.0 |
| 91 | 3881031190 | 37 | -21.15 | 149.19 | 1 | 72025.43 | 39395.193174 | 410.04 | 1426.07 | 996.0 | 702.0 | 517.5 |
| 92 | 3941181087 | 25 | -31.94 | 115.79 | 1 | 54667.71 | 57752.042526 | 297.19 | 160.68 | 2000.0 | 576.0 | 517.5 |
| 93 | 3954677887 | 47 | -32.28 | 115.72 | 0 | 75920.32 | 59238.216430 | 871.69 | 1023.70 | 4094.0 | 702.0 | 517.5 |
| 94 | 4059612845 | 38 | -12.49 | 130.98 | 1 | 399484.97 | 66362.905693 | 242.31 | 409.65 | 1734.0 | 585.0 | 517.5 |
| 95 | 4065652575 | 21 | -31.82 | 115.81 | 1 | 83700.42 | 89707.413540 | 3369.45 | 606.37 | 3957.0 | 1001.0 | 517.5 |
| 96 | 4163822186 | 26 | -34.97 | 149.03 | 0 | 94134.87 | 39565.364938 | 104.55 | 19.76 | 2442.0 | 734.5 | 517.5 |
| 97 | 4258502723 | 24 | -37.74 | 145.45 | 0 | 51624.95 | 49339.498221 | 2662.22 | 3667.82 | 1984.0 | 670.0 | 517.5 |
| 98 | 4274272854 | 20 | -37.86 | 145.23 | 1 | 42000.30 | 35255.421225 | 233.12 | 1369.50 | 1183.0 | 734.5 | 517.5 |
| 99 | 4281711154 | 42 | -37.84 | 144.98 | 1 | 275038.66 | 44063.958663 | 2054.40 | 122.86 | 1438.0 | 734.5 | 504.0 |